Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295391 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 8 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R5 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -108.0920127) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32051 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:41:56.227857 |
|---|---|
| Analysis finished | 2022-12-20 08:43:44.646509 |
| Duration | 1 minute and 48.42 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295391 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45419.877 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.729 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4547.7225 |
| Q1 | 22693.823 |
| median | 45402.668 |
| Q3 | 68123.257 |
| 95-th percentile | 86370.709 |
| Maximum | 90909.729 |
| Range | 90909.729 |
| Interquartile range (IQR) | 45429.434 |
Descriptive statistics
| Standard deviation | 26237.654 |
|---|---|
| Coefficient of variation (CV) | 0.57766899 |
| Kurtosis | -1.1991592 |
| Mean | 45419.877 |
| Median Absolute Deviation (MAD) | 22714.868 |
| Skewness | 0.0019813493 |
| Sum | 1.3416623 × 1010 |
| Variance | 6.8841451 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60486.328 | 1 | < 0.1% |
| 60546.103 | 1 | < 0.1% |
| 60545.798 | 1 | < 0.1% |
| 60545.493 | 1 | < 0.1% |
| 60545.188 | 1 | < 0.1% |
| 60544.884 | 1 | < 0.1% |
| 60544.579 | 1 | < 0.1% |
| 60544.274 | 1 | < 0.1% |
| 60543.968 | 1 | < 0.1% |
| Other values (295381) | 295381 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.308 | 1 | |
| 0.618 | 1 | |
| 0.926 | 1 | |
| 1.236 | 1 | |
| 1.544 | 1 | |
| 1.854 | 1 | |
| 2.163 | 1 | |
| 2.472 | 1 | |
| 2.78 | 1 |
| Value | Count | Frequency (%) |
| 90909.729 | 1 | |
| 90909.421 | 1 | |
| 90909.112 | 1 | |
| 90908.802 | 1 | |
| 90908.495 | 1 | |
| 90908.186 | 1 | |
| 90907.876 | 1 | |
| 90907.567 | 1 | |
| 90907.258 | 1 | |
| 90906.95 | 1 |
| Distinct | 305 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9090773 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32051 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4254222 |
|---|---|
| Coefficient of variation (CV) | 0.64843799 |
| Kurtosis | -1.2322066 |
| Mean | 9.9090773 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0074970252 |
| Sum | 2927052.3 |
| Variance | 41.28605 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32051 | |
| 20 | 29278 | |
| 15.56 | 29265 | |
| 13.33 | 29259 | |
| 11.11 | 29256 | |
| 8.89 | 29245 | |
| 6.67 | 29236 | |
| 17.78 | 29192 | |
| 4.44 | 29184 | |
| 2.22 | 29129 | |
| Other values (295) | 296 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32051 | |
| 0.0111 | 1 | < 0.1% |
| 0.0178 | 1 | < 0.1% |
| 0.1333 | 1 | < 0.1% |
| 0.1776 | 1 | < 0.1% |
| 0.2708 | 1 | < 0.1% |
| 0.3996 | 1 | < 0.1% |
| 0.4218 | 1 | < 0.1% |
| 0.4444 | 1 | < 0.1% |
| 0.5332 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29278 | |
| 19.68 | 1 | < 0.1% |
| 19.6071 | 1 | < 0.1% |
| 19.2319 | 1 | < 0.1% |
| 19.1875 | 1 | < 0.1% |
| 18.93 | 1 | < 0.1% |
| 18.2529 | 1 | < 0.1% |
| 18.0272 | 1 | < 0.1% |
| 17.9738 | 1 | < 0.1% |
| 17.8555 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 16650 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.017617 |
| Minimum | 16.35 |
|---|---|
| Maximum | 71.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.35 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 36 |
| median | 46.01 |
| Q3 | 54.7 |
| 95-th percentile | 64.2 |
| Maximum | 71.29 |
| Range | 54.94 |
| Interquartile range (IQR) | 18.7 |
Descriptive statistics
| Standard deviation | 12.300888 |
|---|---|
| Coefficient of variation (CV) | 0.2732461 |
| Kurtosis | -0.7437183 |
| Mean | 45.017617 |
| Median Absolute Deviation (MAD) | 9.4 |
| Skewness | -0.16509868 |
| Sum | 13297799 |
| Variance | 151.31185 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.9 | 4163 | 1.4% |
| 36 | 3164 | 1.1% |
| 37.06 | 2647 | 0.9% |
| 29.62 | 2383 | 0.8% |
| 50.67 | 2241 | 0.8% |
| 31.72 | 1852 | 0.6% |
| 30.64 | 1823 | 0.6% |
| 45.49 | 1680 | 0.6% |
| 38.12 | 1621 | 0.5% |
| 33.87 | 1557 | 0.5% |
| Other values (16640) | 272260 |
| Value | Count | Frequency (%) |
| 16.35 | 55 | |
| 16.3504 | 1 | < 0.1% |
| 16.3506 | 1 | < 0.1% |
| 16.3519 | 1 | < 0.1% |
| 16.3523 | 1 | < 0.1% |
| 16.3526 | 1 | < 0.1% |
| 16.3535 | 1 | < 0.1% |
| 16.3537 | 1 | < 0.1% |
| 16.355 | 1 | < 0.1% |
| 16.3554 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71.29 | 592 | |
| 71.2613 | 1 | < 0.1% |
| 71.2519 | 1 | < 0.1% |
| 71.1946 | 1 | < 0.1% |
| 71.1805 | 1 | < 0.1% |
| 71.1161 | 1 | < 0.1% |
| 71.1067 | 1 | < 0.1% |
| 71.0503 | 1 | < 0.1% |
| 71.0353 | 1 | < 0.1% |
| 70.9704 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 6573 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.550344 |
| Minimum | 25.02 |
|---|---|
| Maximum | 26.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 25.02 |
|---|---|
| 5-th percentile | 25.02 |
| Q1 | 25.14 |
| median | 25.58 |
| Q3 | 25.9 |
| 95-th percentile | 26.14 |
| Maximum | 26.26 |
| Range | 1.24 |
| Interquartile range (IQR) | 0.76 |
Descriptive statistics
| Standard deviation | 0.39901247 |
|---|---|
| Coefficient of variation (CV) | 0.015616716 |
| Kurtosis | -1.4433366 |
| Mean | 25.550344 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.13624943 |
| Sum | 7547341.7 |
| Variance | 0.15921095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25.06 | 21772 | 7.4% |
| 25.02 | 20070 | 6.8% |
| 25.1 | 18898 | 6.4% |
| 25.18 | 17362 | 5.9% |
| 26.14 | 15792 | 5.3% |
| 25.14 | 15303 | 5.2% |
| 25.62 | 13901 | 4.7% |
| 25.5 | 12160 | 4.1% |
| 25.82 | 11562 | 3.9% |
| 26.1 | 11039 | 3.7% |
| Other values (6563) | 137532 |
| Value | Count | Frequency (%) |
| 25.02 | 20070 | |
| 25.0201 | 1 | < 0.1% |
| 25.0202 | 3 | < 0.1% |
| 25.0203 | 1 | < 0.1% |
| 25.0204 | 1 | < 0.1% |
| 25.0205 | 1 | < 0.1% |
| 25.0206 | 5 | < 0.1% |
| 25.0207 | 3 | < 0.1% |
| 25.0208 | 2 | < 0.1% |
| 25.0209 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.26 | 26 | |
| 26.2581 | 1 | < 0.1% |
| 26.2566 | 1 | < 0.1% |
| 26.2505 | 1 | < 0.1% |
| 26.249 | 1 | < 0.1% |
| 26.2457 | 1 | < 0.1% |
| 26.2442 | 1 | < 0.1% |
| 26.2382 | 1 | < 0.1% |
| 26.2366 | 1 | < 0.1% |
| 26.2333 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11204 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94697 |
| Minimum | 0 |
|---|---|
| Maximum | 275.3594 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7554 |
| Q1 | 239.8955 |
| median | 239.9717 |
| Q3 | 240.0445 |
| 95-th percentile | 240.1799 |
| Maximum | 275.3594 |
| Range | 275.3594 |
| Interquartile range (IQR) | 0.149 |
Descriptive statistics
| Standard deviation | 1.7253801 |
|---|---|
| Coefficient of variation (CV) | 0.0071906727 |
| Kurtosis | 13719.531 |
| Mean | 239.94697 |
| Median Absolute Deviation (MAD) | 0.0745 |
| Skewness | -108.09201 |
| Sum | 70878176 |
| Variance | 2.9769366 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9494 | 144 | < 0.1% |
| 239.9672 | 142 | < 0.1% |
| 239.9801 | 139 | < 0.1% |
| 239.9765 | 138 | < 0.1% |
| 239.9208 | 136 | < 0.1% |
| 239.9928 | 135 | < 0.1% |
| 239.9768 | 135 | < 0.1% |
| 239.9576 | 134 | < 0.1% |
| 239.966 | 133 | < 0.1% |
| 239.983 | 133 | < 0.1% |
| Other values (11194) | 294022 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.0039 | 1 | < 0.1% |
| 0.0368 | 1 | < 0.1% |
| 0.0695 | 1 | < 0.1% |
| 0.1023 | 1 | < 0.1% |
| 37.5555 | 1 | < 0.1% |
| 41.5409 | 1 | < 0.1% |
| 65.5496 | 1 | < 0.1% |
| 83.9925 | 1 | < 0.1% |
| 110.8883 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 275.3594 | 1 | |
| 269.0101 | 1 | |
| 263.4168 | 1 | |
| 261.1642 | 1 | |
| 261.1136 | 1 | |
| 258.9654 | 1 | |
| 257.4505 | 1 | |
| 256.9294 | 1 | |
| 255.575 | 1 | |
| 255.369 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1727 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35488267 |
| Minimum | 0.198 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.198 |
|---|---|
| 5-th percentile | 0.1991 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.8984 |
| Maximum | 0.9 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28840982 |
|---|---|
| Coefficient of variation (CV) | 0.81269065 |
| Kurtosis | -0.20552806 |
| Mean | 0.35488267 |
| Median Absolute Deviation (MAD) | 0.0003 |
| Skewness | 1.3372745 |
| Sum | 104829.15 |
| Variance | 0.083180227 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 134047 | |
| 0.898 | 25858 | 8.8% |
| 0.199 | 10540 | 3.6% |
| 0.899 | 6154 | 2.1% |
| 0.1996 | 5798 | 2.0% |
| 0.1991 | 5779 | 2.0% |
| 0.1999 | 5721 | 1.9% |
| 0.1997 | 5693 | 1.9% |
| 0.1993 | 5692 | 1.9% |
| 0.1995 | 5690 | 1.9% |
| Other values (1717) | 84419 |
| Value | Count | Frequency (%) |
| 0.198 | 1 | < 0.1% |
| 0.1981 | 2 | < 0.1% |
| 0.1982 | 2 | < 0.1% |
| 0.1983 | 1 | < 0.1% |
| 0.1984 | 7 | < 0.1% |
| 0.1985 | 2 | < 0.1% |
| 0.1986 | 2 | < 0.1% |
| 0.1987 | 4 | < 0.1% |
| 0.1988 | 1 | < 0.1% |
| 0.199 | 10540 |
| Value | Count | Frequency (%) |
| 0.9 | 6 | |
| 0.8999 | 8 | |
| 0.8998 | 4 | < 0.1% |
| 0.8997 | 10 | |
| 0.8996 | 8 | |
| 0.8995 | 11 | |
| 0.8994 | 14 | |
| 0.8993 | 14 | |
| 0.8992 | 8 | |
| 0.8991 | 12 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8497 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.370183 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 119.5851 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.079 |
| Q1 | 0.4397 |
| median | 2.3278 |
| Q3 | 31.4259 |
| 95-th percentile | 71.9176 |
| Maximum | 119.5851 |
| Range | 119.5524 |
| Interquartile range (IQR) | 30.9862 |
Descriptive statistics
| Standard deviation | 24.680644 |
|---|---|
| Coefficient of variation (CV) | 1.4208626 |
| Kurtosis | 0.70373264 |
| Mean | 17.370183 |
| Median Absolute Deviation (MAD) | 2.2461 |
| Skewness | 1.3671022 |
| Sum | 5130995.6 |
| Variance | 609.13417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75.6194 | 791 | 0.3% |
| 74.3444 | 760 | 0.3% |
| 75.0345 | 739 | 0.3% |
| 73.1111 | 736 | 0.2% |
| 70.7619 | 720 | 0.2% |
| 76.3332 | 718 | 0.2% |
| 73.7788 | 713 | 0.2% |
| 71.9176 | 710 | 0.2% |
| 71.3877 | 705 | 0.2% |
| 72.5638 | 695 | 0.2% |
| Other values (8487) | 288104 |
| Value | Count | Frequency (%) |
| 0.0327 | 1 | |
| 0.0332 | 1 | |
| 0.0333 | 1 | |
| 0.0336 | 2 | |
| 0.0338 | 1 | |
| 0.0339 | 2 | |
| 0.034 | 1 | |
| 0.0341 | 2 | |
| 0.0342 | 1 | |
| 0.0344 | 1 |
| Value | Count | Frequency (%) |
| 119.5851 | 2 | < 0.1% |
| 117.8584 | 1 | < 0.1% |
| 116.4568 | 4 | < 0.1% |
| 114.818 | 12 | < 0.1% |
| 113.4868 | 7 | < 0.1% |
| 111.9292 | 13 | < 0.1% |
| 110.6632 | 21 | |
| 109.181 | 47 | |
| 107.9756 | 49 | |
| 106.5634 | 37 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8234 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.227858 |
| Minimum | 0.0585 |
|---|---|
| Maximum | 152.2348 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0585 |
|---|---|
| 5-th percentile | 0.1407 |
| Q1 | 0.5079 |
| median | 1.6824 |
| Q3 | 35.4875 |
| 95-th percentile | 80.5097 |
| Maximum | 152.2348 |
| Range | 152.1763 |
| Interquartile range (IQR) | 34.9796 |
Descriptive statistics
| Standard deviation | 28.149495 |
|---|---|
| Coefficient of variation (CV) | 1.4639954 |
| Kurtosis | 0.19036531 |
| Mean | 19.227858 |
| Median Absolute Deviation (MAD) | 1.5402 |
| Skewness | 1.2826163 |
| Sum | 5679736.2 |
| Variance | 792.39405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81.1822 | 1186 | 0.4% |
| 82.7015 | 1170 | 0.4% |
| 82.004 | 1154 | 0.4% |
| 83.5541 | 1101 | 0.4% |
| 80.5097 | 1101 | 0.4% |
| 79.0683 | 1096 | 0.4% |
| 79.7171 | 1056 | 0.4% |
| 78.3034 | 1031 | 0.3% |
| 84.278 | 1017 | 0.3% |
| 76.9383 | 1003 | 0.3% |
| Other values (8224) | 284476 |
| Value | Count | Frequency (%) |
| 0.0585 | 1 | |
| 0.0587 | 1 | |
| 0.059 | 1 | |
| 0.0592 | 1 | |
| 0.0594 | 1 | |
| 0.0597 | 1 | |
| 0.0598 | 1 | |
| 0.0601 | 2 | |
| 0.0608 | 1 | |
| 0.0611 | 1 |
| Value | Count | Frequency (%) |
| 152.2348 | 1 | < 0.1% |
| 142.5199 | 1 | < 0.1% |
| 133.9633 | 2 | |
| 131.804 | 1 | < 0.1% |
| 128.0195 | 1 | < 0.1% |
| 124.4448 | 1 | < 0.1% |
| 121.0628 | 3 | |
| 117.8584 | 4 | |
| 116.4568 | 1 | < 0.1% |
| 114.818 | 3 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8219 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.725092 |
| Minimum | 0.0545 |
|---|---|
| Maximum | 171.4839 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0545 |
|---|---|
| 5-th percentile | 0.1121 |
| Q1 | 0.6236 |
| median | 5.2616 |
| Q3 | 48.4112 |
| 95-th percentile | 83.0507 |
| Maximum | 171.4839 |
| Range | 171.4294 |
| Interquartile range (IQR) | 47.7876 |
Descriptive statistics
| Standard deviation | 29.515198 |
|---|---|
| Coefficient of variation (CV) | 1.2440499 |
| Kurtosis | -0.50224069 |
| Mean | 23.725092 |
| Median Absolute Deviation (MAD) | 5.1478 |
| Skewness | 0.96676508 |
| Sum | 7008178.6 |
| Variance | 871.14693 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84.6501 | 1221 | 0.4% |
| 85.3974 | 1221 | 0.4% |
| 83.7703 | 1203 | 0.4% |
| 86.3116 | 1163 | 0.4% |
| 82.2033 | 1144 | 0.4% |
| 83.0507 | 1132 | 0.4% |
| 81.51 | 1107 | 0.4% |
| 87.0883 | 1046 | 0.4% |
| 80.6932 | 1043 | 0.4% |
| 88.0388 | 1032 | 0.3% |
| Other values (8209) | 284079 |
| Value | Count | Frequency (%) |
| 0.0545 | 1 | |
| 0.0547 | 1 | |
| 0.0551 | 1 | |
| 0.0555 | 1 | |
| 0.0556 | 1 | |
| 0.0558 | 1 | |
| 0.0561 | 1 | |
| 0.0562 | 1 | |
| 0.0563 | 2 | |
| 0.0568 | 1 |
| Value | Count | Frequency (%) |
| 171.4839 | 1 | < 0.1% |
| 125.6085 | 2 | < 0.1% |
| 123.6951 | 1 | < 0.1% |
| 115.7553 | 1 | < 0.1% |
| 114.1263 | 1 | < 0.1% |
| 112.8031 | 10 | < 0.1% |
| 111.2549 | 17 | < 0.1% |
| 109.9965 | 27 | |
| 108.5233 | 59 | |
| 107.3251 | 54 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7530 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.757554 |
| Minimum | 0.0395 |
|---|---|
| Maximum | 88.499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0395 |
|---|---|
| 5-th percentile | 0.1019 |
| Q1 | 2.2035 |
| median | 23.353 |
| Q3 | 36.4987 |
| 95-th percentile | 54.5125 |
| Maximum | 88.499 |
| Range | 88.4595 |
| Interquartile range (IQR) | 34.2952 |
Descriptive statistics
| Standard deviation | 18.641809 |
|---|---|
| Coefficient of variation (CV) | 0.81914815 |
| Kurtosis | -0.86398891 |
| Mean | 22.757554 |
| Median Absolute Deviation (MAD) | 16.4022 |
| Skewness | 0.3279607 |
| Sum | 6722376.7 |
| Variance | 347.51703 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.2375 | 1121 | 0.4% |
| 36.1399 | 1067 | 0.4% |
| 36.8645 | 1065 | 0.4% |
| 36.3021 | 1057 | 0.4% |
| 36.6641 | 1052 | 0.4% |
| 35.7879 | 1040 | 0.4% |
| 35.9471 | 1037 | 0.4% |
| 35.1038 | 1034 | 0.4% |
| 37.0331 | 1034 | 0.4% |
| 36.4987 | 1022 | 0.3% |
| Other values (7520) | 284862 |
| Value | Count | Frequency (%) |
| 0.0395 | 1 | |
| 0.0401 | 1 | |
| 0.0403 | 1 | |
| 0.0406 | 1 | |
| 0.0407 | 1 | |
| 0.0408 | 1 | |
| 0.041 | 1 | |
| 0.0411 | 1 | |
| 0.0413 | 1 | |
| 0.0415 | 1 |
| Value | Count | Frequency (%) |
| 88.499 | 1 | < 0.1% |
| 87.5664 | 3 | < 0.1% |
| 84.5361 | 6 | < 0.1% |
| 83.6839 | 6 | < 0.1% |
| 82.6836 | 12 | < 0.1% |
| 81.8678 | 19 | < 0.1% |
| 80.9098 | 30 | |
| 80.1281 | 31 | |
| 79.2097 | 40 | |
| 78.4601 | 50 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7792 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.667017 |
| Minimum | 0.0482 |
|---|---|
| Maximum | 183.0801 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0482 |
|---|---|
| 5-th percentile | 0.1152 |
| Q1 | 2.00825 |
| median | 36.151 |
| Q3 | 54.3512 |
| 95-th percentile | 81.8393 |
| Maximum | 183.0801 |
| Range | 183.0319 |
| Interquartile range (IQR) | 52.34295 |
Descriptive statistics
| Standard deviation | 28.279155 |
|---|---|
| Coefficient of variation (CV) | 0.83996616 |
| Kurtosis | -1.0165976 |
| Mean | 33.667017 |
| Median Absolute Deviation (MAD) | 26.0062 |
| Skewness | 0.29551739 |
| Sum | 9944933.8 |
| Variance | 799.71061 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.1571 | 1441 | 0.5% |
| 50.8849 | 1416 | 0.5% |
| 50.296 | 1399 | 0.5% |
| 49.4117 | 1396 | 0.5% |
| 53.0277 | 1395 | 0.5% |
| 51.7661 | 1376 | 0.5% |
| 49.9804 | 1376 | 0.5% |
| 49.7203 | 1370 | 0.5% |
| 52.1043 | 1369 | 0.5% |
| 51.4875 | 1367 | 0.5% |
| Other values (7782) | 281486 |
| Value | Count | Frequency (%) |
| 0.0482 | 1 | < 0.1% |
| 0.0499 | 1 | < 0.1% |
| 0.0505 | 3 | |
| 0.0506 | 2 | |
| 0.0507 | 1 | < 0.1% |
| 0.0508 | 1 | < 0.1% |
| 0.051 | 3 | |
| 0.0511 | 1 | < 0.1% |
| 0.0512 | 1 | < 0.1% |
| 0.0513 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 183.0801 | 1 | < 0.1% |
| 131.5393 | 1 | < 0.1% |
| 129.7955 | 2 | < 0.1% |
| 127.7625 | 1 | < 0.1% |
| 126.116 | 5 | < 0.1% |
| 124.1949 | 7 | < 0.1% |
| 122.6378 | 12 | |
| 120.8197 | 18 | |
| 119.345 | 26 | |
| 117.6218 | 28 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7809 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.291505 |
| Minimum | 0.0468 |
|---|---|
| Maximum | 183.1201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0468 |
|---|---|
| 5-th percentile | 0.124 |
| Q1 | 1.668 |
| median | 26.1194 |
| Q3 | 51.7707 |
| 95-th percentile | 80.6531 |
| Maximum | 183.1201 |
| Range | 183.0733 |
| Interquartile range (IQR) | 50.1027 |
Descriptive statistics
| Standard deviation | 27.948096 |
|---|---|
| Coefficient of variation (CV) | 0.92263806 |
| Kurtosis | -0.94291559 |
| Mean | 30.291505 |
| Median Absolute Deviation (MAD) | 24.8459 |
| Skewness | 0.49305968 |
| Sum | 8947838 |
| Variance | 781.09605 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.8369 | 1243 | 0.4% |
| 49.6055 | 1238 | 0.4% |
| 48.6935 | 1222 | 0.4% |
| 50.2138 | 1211 | 0.4% |
| 80.6531 | 1197 | 0.4% |
| 51.1251 | 1196 | 0.4% |
| 49.8802 | 1192 | 0.4% |
| 52.1297 | 1184 | 0.4% |
| 51.4753 | 1173 | 0.4% |
| 48.4314 | 1168 | 0.4% |
| Other values (7799) | 283367 |
| Value | Count | Frequency (%) |
| 0.0468 | 1 | < 0.1% |
| 0.0473 | 1 | < 0.1% |
| 0.048 | 1 | < 0.1% |
| 0.0486 | 1 | < 0.1% |
| 0.0491 | 1 | < 0.1% |
| 0.0493 | 1 | < 0.1% |
| 0.0496 | 1 | < 0.1% |
| 0.05 | 3 | |
| 0.0501 | 1 | < 0.1% |
| 0.0502 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 183.1201 | 1 | < 0.1% |
| 147.9504 | 1 | < 0.1% |
| 129.6516 | 1 | < 0.1% |
| 123.7317 | 1 | < 0.1% |
| 118.6302 | 1 | < 0.1% |
| 115.3585 | 12 | < 0.1% |
| 113.6483 | 14 | < 0.1% |
| 112.2611 | 16 | < 0.1% |
| 110.6402 | 45 | |
| 109.3244 | 69 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7717 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.764127 |
| Minimum | 0.0527 |
|---|---|
| Maximum | 228.7794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0527 |
|---|---|
| 5-th percentile | 0.1226 |
| Q1 | 2.1207 |
| median | 35.3355 |
| Q3 | 55.0846 |
| 95-th percentile | 82.883 |
| Maximum | 228.7794 |
| Range | 228.7267 |
| Interquartile range (IQR) | 52.9639 |
Descriptive statistics
| Standard deviation | 28.465058 |
|---|---|
| Coefficient of variation (CV) | 0.84305622 |
| Kurtosis | -1.0783578 |
| Mean | 33.764127 |
| Median Absolute Deviation (MAD) | 26.4465 |
| Skewness | 0.29132787 |
| Sum | 9973619.3 |
| Variance | 810.2595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.4536 | 1461 | 0.5% |
| 52.4174 | 1429 | 0.5% |
| 52.7077 | 1413 | 0.5% |
| 50.5778 | 1398 | 0.5% |
| 51.7898 | 1386 | 0.5% |
| 50.8483 | 1385 | 0.5% |
| 49.6787 | 1381 | 0.5% |
| 53.3574 | 1378 | 0.5% |
| 53.0601 | 1367 | 0.5% |
| 53.7185 | 1359 | 0.5% |
| Other values (7707) | 281434 |
| Value | Count | Frequency (%) |
| 0.0527 | 1 | |
| 0.0531 | 1 | |
| 0.0532 | 1 | |
| 0.0533 | 1 | |
| 0.0539 | 1 | |
| 0.054 | 1 | |
| 0.0544 | 1 | |
| 0.0545 | 1 | |
| 0.055 | 2 | |
| 0.0551 | 1 |
| Value | Count | Frequency (%) |
| 228.7794 | 1 | < 0.1% |
| 143.4564 | 1 | < 0.1% |
| 115.5214 | 5 | < 0.1% |
| 113.8957 | 12 | < 0.1% |
| 112.5752 | 21 | < 0.1% |
| 111.0301 | 32 | < 0.1% |
| 109.7743 | 57 | |
| 108.304 | 73 | |
| 107.1083 | 122 | |
| 105.7075 | 140 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6245 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.377198 |
| Minimum | 0.0337 |
|---|---|
| Maximum | 114.3243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0337 |
|---|---|
| 5-th percentile | 0.0998 |
| Q1 | 12.8942 |
| median | 29.085 |
| Q3 | 44.7437 |
| 95-th percentile | 66.0689 |
| Maximum | 114.3243 |
| Range | 114.2906 |
| Interquartile range (IQR) | 31.8495 |
Descriptive statistics
| Standard deviation | 21.545517 |
|---|---|
| Coefficient of variation (CV) | 0.73340953 |
| Kurtosis | -0.80876465 |
| Mean | 29.377198 |
| Median Absolute Deviation (MAD) | 15.6587 |
| Skewness | 0.1771586 |
| Sum | 8677759.9 |
| Variance | 464.20931 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53.7445 | 1103 | 0.4% |
| 55.6363 | 1097 | 0.4% |
| 54.073 | 1090 | 0.4% |
| 55.988 | 1088 | 0.4% |
| 54.8097 | 1075 | 0.4% |
| 56.7773 | 1075 | 0.4% |
| 51.311 | 1072 | 0.4% |
| 52.3446 | 1066 | 0.4% |
| 50.3742 | 1056 | 0.4% |
| 56.4158 | 1055 | 0.4% |
| Other values (6235) | 284614 |
| Value | Count | Frequency (%) |
| 0.0337 | 1 | < 0.1% |
| 0.0339 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 2 | |
| 0.0344 | 3 | |
| 0.0346 | 2 | |
| 0.0347 | 1 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| 0.0351 | 3 | |
| 0.0352 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 114.3243 | 1 | < 0.1% |
| 100.3018 | 1 | < 0.1% |
| 99.1944 | 2 | < 0.1% |
| 97.8971 | 1 | < 0.1% |
| 96.8414 | 4 | < 0.1% |
| 95.604 | 6 | < 0.1% |
| 94.5965 | 4 | < 0.1% |
| 93.4149 | 8 | < 0.1% |
| 92.4523 | 10 | |
| 91.3229 | 20 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6162 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.205256 |
| Minimum | 0.0292 |
|---|---|
| Maximum | 115.1069 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0292 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.6458 |
| median | 23.36 |
| Q3 | 39.0446 |
| 95-th percentile | 62.2706 |
| Maximum | 115.1069 |
| Range | 115.0777 |
| Interquartile range (IQR) | 30.3988 |
Descriptive statistics
| Standard deviation | 19.933879 |
|---|---|
| Coefficient of variation (CV) | 0.79086197 |
| Kurtosis | -0.70809062 |
| Mean | 25.205256 |
| Median Absolute Deviation (MAD) | 15.4911 |
| Skewness | 0.41184375 |
| Sum | 7445405.9 |
| Variance | 397.35952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0972 | 2875 | 1.0% |
| 0.0971 | 2829 | 1.0% |
| 0.0973 | 2765 | 0.9% |
| 0.0975 | 2707 | 0.9% |
| 0.097 | 2695 | 0.9% |
| 0.0976 | 2579 | 0.9% |
| 0.0977 | 2549 | 0.9% |
| 0.0968 | 2499 | 0.8% |
| 0.0978 | 2430 | 0.8% |
| 0.098 | 2252 | 0.8% |
| Other values (6152) | 269211 |
| Value | Count | Frequency (%) |
| 0.0292 | 2 | < 0.1% |
| 0.0297 | 3 | |
| 0.0298 | 1 | < 0.1% |
| 0.0299 | 5 | |
| 0.03 | 2 | < 0.1% |
| 0.0301 | 4 | |
| 0.0302 | 4 | |
| 0.0303 | 3 | |
| 0.0304 | 6 | |
| 0.0306 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 115.1069 | 1 | < 0.1% |
| 84.9877 | 1 | < 0.1% |
| 83.3057 | 3 | < 0.1% |
| 82.5627 | 3 | < 0.1% |
| 81.6883 | 3 | < 0.1% |
| 80.9734 | 9 | < 0.1% |
| 80.1318 | 12 | < 0.1% |
| 79.4435 | 14 | < 0.1% |
| 78.6328 | 18 | |
| 77.9697 | 40 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6396 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.06686 |
| Minimum | 0.0383 |
|---|---|
| Maximum | 148.5568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0383 |
|---|---|
| 5-th percentile | 0.1184 |
| Q1 | 7.9612 |
| median | 24.7109 |
| Q3 | 42.6608 |
| 95-th percentile | 66.0832 |
| Maximum | 148.5568 |
| Range | 148.5185 |
| Interquartile range (IQR) | 34.6996 |
Descriptive statistics
| Standard deviation | 21.660884 |
|---|---|
| Coefficient of variation (CV) | 0.80027324 |
| Kurtosis | -0.78144451 |
| Mean | 27.06686 |
| Median Absolute Deviation (MAD) | 17.5305 |
| Skewness | 0.40579156 |
| Sum | 7995306.9 |
| Variance | 469.19389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1199 | 1818 | 0.6% |
| 0.1201 | 1725 | 0.6% |
| 0.1204 | 1721 | 0.6% |
| 0.1198 | 1716 | 0.6% |
| 0.1202 | 1673 | 0.6% |
| 0.1205 | 1671 | 0.6% |
| 0.1206 | 1654 | 0.6% |
| 0.1197 | 1624 | 0.5% |
| 0.1195 | 1547 | 0.5% |
| 0.1208 | 1521 | 0.5% |
| Other values (6386) | 278721 |
| Value | Count | Frequency (%) |
| 0.0383 | 1 | < 0.1% |
| 0.0385 | 1 | < 0.1% |
| 0.0386 | 2 | |
| 0.0387 | 2 | |
| 0.039 | 1 | < 0.1% |
| 0.0391 | 2 | |
| 0.0392 | 1 | < 0.1% |
| 0.0393 | 2 | |
| 0.0394 | 3 | |
| 0.0395 | 3 |
| Value | Count | Frequency (%) |
| 148.5568 | 1 | < 0.1% |
| 118.8647 | 1 | < 0.1% |
| 112.8031 | 1 | < 0.1% |
| 103.4404 | 1 | < 0.1% |
| 95.6897 | 3 | < 0.1% |
| 94.5698 | 2 | < 0.1% |
| 93.6563 | 4 | < 0.1% |
| 92.5828 | 11 | |
| 91.7066 | 6 | |
| 90.6767 | 4 | < 0.1% |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6217 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.139853 |
| Minimum | 0.0308 |
|---|---|
| Maximum | 119.2249 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0308 |
|---|---|
| 5-th percentile | 0.1082 |
| Q1 | 11.102 |
| median | 28.5782 |
| Q3 | 45.0218 |
| 95-th percentile | 66.8349 |
| Maximum | 119.2249 |
| Range | 119.1941 |
| Interquartile range (IQR) | 33.9198 |
Descriptive statistics
| Standard deviation | 21.762868 |
|---|---|
| Coefficient of variation (CV) | 0.74684208 |
| Kurtosis | -0.84737328 |
| Mean | 29.139853 |
| Median Absolute Deviation (MAD) | 16.6579 |
| Skewness | 0.21542219 |
| Sum | 8607650.3 |
| Variance | 473.62244 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1085 | 2481 | 0.8% |
| 0.1092 | 2434 | 0.8% |
| 0.109 | 2399 | 0.8% |
| 0.1086 | 2355 | 0.8% |
| 0.1084 | 2334 | 0.8% |
| 0.1089 | 2299 | 0.8% |
| 0.1093 | 2250 | 0.8% |
| 0.1088 | 2232 | 0.8% |
| 0.1082 | 2123 | 0.7% |
| 0.1094 | 1879 | 0.6% |
| Other values (6207) | 272605 |
| Value | Count | Frequency (%) |
| 0.0308 | 1 | < 0.1% |
| 0.031 | 1 | < 0.1% |
| 0.0313 | 1 | < 0.1% |
| 0.0315 | 1 | < 0.1% |
| 0.0316 | 3 | |
| 0.0318 | 1 | < 0.1% |
| 0.0319 | 2 | |
| 0.032 | 3 | |
| 0.0321 | 1 | < 0.1% |
| 0.0323 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 119.2249 | 2 | < 0.1% |
| 116.1061 | 1 | < 0.1% |
| 103.7538 | 1 | < 0.1% |
| 93.9401 | 2 | < 0.1% |
| 92.8633 | 6 | < 0.1% |
| 91.9845 | 10 | < 0.1% |
| 90.9514 | 10 | < 0.1% |
| 90.1079 | 28 | |
| 89.1159 | 27 | |
| 88.3056 | 35 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6243 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.377447 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 95.0475 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.1078 |
| Q1 | 10.2201 |
| median | 27.6959 |
| Q3 | 42.4548 |
| 95-th percentile | 59.235 |
| Maximum | 95.0475 |
| Range | 95.0144 |
| Interquartile range (IQR) | 32.2347 |
Descriptive statistics
| Standard deviation | 19.984757 |
|---|---|
| Coefficient of variation (CV) | 0.72997154 |
| Kurtosis | -0.86666984 |
| Mean | 27.377447 |
| Median Absolute Deviation (MAD) | 15.3746 |
| Skewness | 0.12346446 |
| Sum | 8087051.4 |
| Variance | 399.39051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1091 | 1241 | 0.4% |
| 0.1088 | 1233 | 0.4% |
| 0.109 | 1207 | 0.4% |
| 0.1094 | 1184 | 0.4% |
| 0.1093 | 1172 | 0.4% |
| 0.1087 | 1157 | 0.4% |
| 50.3466 | 1109 | 0.4% |
| 50.0306 | 1109 | 0.4% |
| 52.1567 | 1107 | 0.4% |
| 0.1095 | 1095 | 0.4% |
| Other values (6233) | 283777 |
| Value | Count | Frequency (%) |
| 0.0331 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.034 | 2 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0343 | 1 | < 0.1% |
| 0.0344 | 2 | < 0.1% |
| 0.0348 | 3 | |
| 0.0349 | 1 | < 0.1% |
| 0.035 | 3 | |
| 0.0351 | 5 |
| Value | Count | Frequency (%) |
| 95.0475 | 1 | < 0.1% |
| 90.2894 | 4 | < 0.1% |
| 89.2954 | 8 | < 0.1% |
| 88.4834 | 7 | < 0.1% |
| 87.5281 | 13 | < 0.1% |
| 86.7475 | 25 | |
| 85.8287 | 24 | < 0.1% |
| 85.0777 | 42 | |
| 84.1934 | 48 | |
| 83.4702 | 60 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6373 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.317591 |
| Minimum | 0.0336 |
|---|---|
| Maximum | 98.2095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0336 |
|---|---|
| 5-th percentile | 0.1015 |
| Q1 | 8.2815 |
| median | 23.2405 |
| Q3 | 37.8786 |
| 95-th percentile | 57.0349 |
| Maximum | 98.2095 |
| Range | 98.1759 |
| Interquartile range (IQR) | 29.5971 |
Descriptive statistics
| Standard deviation | 18.680398 |
|---|---|
| Coefficient of variation (CV) | 0.76818456 |
| Kurtosis | -0.77891542 |
| Mean | 24.317591 |
| Median Absolute Deviation (MAD) | 14.6933 |
| Skewness | 0.30791627 |
| Sum | 7183197.4 |
| Variance | 348.95726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.103 | 1180 | 0.4% |
| 0.1031 | 1177 | 0.4% |
| 0.1035 | 1157 | 0.4% |
| 0.1032 | 1156 | 0.4% |
| 0.1034 | 1126 | 0.4% |
| 0.1029 | 1111 | 0.4% |
| 0.1037 | 1101 | 0.4% |
| 0.1038 | 1063 | 0.4% |
| 0.1044 | 1057 | 0.4% |
| 0.1042 | 1045 | 0.4% |
| Other values (6363) | 284218 |
| Value | Count | Frequency (%) |
| 0.0336 | 1 | < 0.1% |
| 0.0339 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| 0.0349 | 3 | |
| 0.035 | 1 | < 0.1% |
| 0.0351 | 1 | < 0.1% |
| 0.0352 | 2 | |
| 0.0353 | 2 | |
| 0.0355 | 3 | |
| 0.0356 | 2 |
| Value | Count | Frequency (%) |
| 98.2095 | 1 | < 0.1% |
| 84.1371 | 1 | < 0.1% |
| 81.7051 | 2 | < 0.1% |
| 81.016 | 1 | < 0.1% |
| 79.5397 | 3 | < 0.1% |
| 78.7567 | 6 | < 0.1% |
| 78.1157 | 5 | < 0.1% |
| 77.3599 | 15 | |
| 76.7411 | 18 | |
| 76.0113 | 20 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6253 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.079873 |
| Minimum | 0.0316 |
|---|---|
| Maximum | 122.1958 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0316 |
|---|---|
| 5-th percentile | 0.1072 |
| Q1 | 10.0728 |
| median | 28.3385 |
| Q3 | 47.2945 |
| 95-th percentile | 71.2524 |
| Maximum | 122.1958 |
| Range | 122.1642 |
| Interquartile range (IQR) | 37.2217 |
Descriptive statistics
| Standard deviation | 23.214249 |
|---|---|
| Coefficient of variation (CV) | 0.77175356 |
| Kurtosis | -0.94067535 |
| Mean | 30.079873 |
| Median Absolute Deviation (MAD) | 18.8139 |
| Skewness | 0.28018443 |
| Sum | 8885323.9 |
| Variance | 538.90137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1075 | 2384 | 0.8% |
| 0.1077 | 2368 | 0.8% |
| 0.1079 | 2353 | 0.8% |
| 0.1078 | 2322 | 0.8% |
| 0.108 | 2285 | 0.8% |
| 0.1083 | 2279 | 0.8% |
| 0.1082 | 2247 | 0.8% |
| 0.1086 | 2184 | 0.7% |
| 0.1074 | 2098 | 0.7% |
| 0.1084 | 2083 | 0.7% |
| Other values (6243) | 272788 |
| Value | Count | Frequency (%) |
| 0.0316 | 1 | < 0.1% |
| 0.0319 | 2 | < 0.1% |
| 0.0322 | 2 | < 0.1% |
| 0.0325 | 3 | |
| 0.0326 | 2 | < 0.1% |
| 0.0327 | 2 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.033 | 3 | |
| 0.0332 | 4 | |
| 0.0333 | 7 |
| Value | Count | Frequency (%) |
| 122.1958 | 1 | < 0.1% |
| 107.2078 | 1 | < 0.1% |
| 94.5298 | 1 | < 0.1% |
| 91.4606 | 2 | < 0.1% |
| 90.595 | 1 | < 0.1% |
| 89.5776 | 5 | < 0.1% |
| 88.7468 | 2 | < 0.1% |
| 87.7697 | 7 | < 0.1% |
| 86.9716 | 14 | |
| 86.0327 | 21 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 54.304 | 25.7711 | 242.1020 | 0.8985 | 0.0959 | 0.1517 | 0.0815 | 0.0679 | 0.1102 | 0.1262 | 0.1935 | 0.1077 | 0.0991 | 0.0447 | 0.0629 | 0.1372 | 0.2442 | 0.2702 |
| 1 | 0.308 | 0.0 | 52.190 | 25.7800 | 241.3191 | 0.4119 | 0.3102 | 0.8346 | 1.3705 | 0.9855 | 1.4950 | 1.6954 | 2.4126 | 1.6671 | 1.8414 | 2.3137 | 3.8321 | 6.2089 | 7.3170 | 9.3537 |
| 2 | 0.618 | 0.0 | 52.190 | 25.7800 | 241.1661 | 0.2101 | 2.8600 | 6.6608 | 10.8777 | 7.3572 | 10.5992 | 11.5952 | 15.4240 | 22.7040 | 20.4011 | 23.4424 | 28.1957 | 35.0036 | 31.9919 | 40.9243 |
| 3 | 0.926 | 0.0 | 52.190 | 25.7800 | 241.0141 | 0.2069 | 13.5060 | 26.6707 | 39.6838 | 23.8181 | 37.7433 | 38.1863 | 44.0850 | 50.0315 | 44.5381 | 52.5235 | 53.6275 | 55.0929 | 45.7841 | 58.2230 |
| 4 | 1.236 | 0.0 | 52.190 | 25.7800 | 240.8724 | 0.2040 | 36.0852 | 55.1483 | 68.1441 | 37.4095 | 61.2867 | 62.4119 | 72.5239 | 68.2983 | 53.7929 | 62.3092 | 55.6851 | 61.3484 | 52.8453 | 65.8253 |
| 5 | 1.544 | 0.0 | 52.190 | 25.7800 | 240.9882 | 0.2020 | 54.8336 | 74.3444 | 83.0507 | 43.3597 | 84.1087 | 74.2258 | 79.0768 | 62.0148 | 61.3556 | 67.6646 | 63.4039 | 62.2197 | 52.4943 | 63.3641 |
| 6 | 1.854 | 0.0 | 52.190 | 25.7800 | 241.1048 | 0.2020 | 69.6423 | 76.3332 | 81.5100 | 44.1105 | 79.5571 | 80.6531 | 82.8830 | 64.5356 | 57.9460 | 65.6318 | 59.1160 | 63.1158 | 52.8453 | 64.8363 |
| 7 | 2.163 | 0.0 | 52.190 | 25.7800 | 241.2211 | 0.2008 | 69.1448 | 76.9383 | 83.0507 | 46.0522 | 80.3481 | 75.5789 | 76.3203 | 62.0148 | 59.6029 | 61.4312 | 64.3359 | 62.2197 | 52.2052 | 64.3090 |
| 8 | 2.472 | 0.0 | 52.190 | 25.7800 | 241.2118 | 0.2000 | 69.6423 | 75.0345 | 75.1638 | 41.4185 | 70.1076 | 68.1197 | 70.1936 | 66.6625 | 57.5820 | 65.0981 | 57.5565 | 59.2350 | 53.1414 | 66.8445 |
| 9 | 2.780 | 0.0 | 52.190 | 25.7800 | 241.1725 | 0.2001 | 60.5615 | 67.5047 | 69.2228 | 41.4185 | 69.0060 | 65.9463 | 65.9497 | 62.9816 | 58.3888 | 59.7462 | 64.8558 | 58.8007 | 50.9695 | 62.4461 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295381 | 90906.950 | 0.0 | 62.07 | 25.14 | 65.5496 | 0.2000 | 26.0987 | 19.7540 | 35.8678 | 26.5286 | 43.0273 | 41.9549 | 46.9732 | 71.9353 | 64.1837 | 63.2123 | 52.9744 | 56.5195 | 53.5010 | 72.4454 |
| 295382 | 90907.258 | 0.0 | 62.07 | 25.14 | 0.1023 | 0.2000 | 23.0040 | 15.2785 | 31.8349 | 25.7715 | 44.8125 | 43.2939 | 45.2667 | 63.5216 | 64.7257 | 66.0832 | 60.7607 | 57.6725 | 51.8624 | 70.0976 |
| 295383 | 90907.567 | 0.0 | 62.07 | 25.14 | 0.0695 | 0.2000 | 19.5655 | 11.6597 | 28.8833 | 26.4404 | 44.3527 | 42.5939 | 44.0850 | 67.1654 | 61.3556 | 62.3092 | 67.3014 | 56.9212 | 50.0533 | 68.3837 |
| 295384 | 90907.876 | 0.0 | 62.07 | 25.14 | 0.0368 | 0.1998 | 16.5084 | 8.8304 | 24.4861 | 25.5887 | 43.4604 | 41.7201 | 44.0850 | 66.6625 | 63.2129 | 64.6599 | 61.6173 | 58.4435 | 50.9695 | 70.6179 |
| 295385 | 90908.186 | 0.0 | 62.07 | 25.14 | 0.0039 | 0.2000 | 13.7160 | 6.7130 | 18.5598 | 25.7715 | 44.8125 | 39.5062 | 43.1980 | 66.6625 | 59.6029 | 63.2123 | 65.2954 | 55.4749 | 48.9146 | 67.3181 |
| 295386 | 90908.495 | 0.0 | 62.07 | 25.14 | 0.0000 | 0.2000 | 11.4168 | 5.1942 | 17.7458 | 24.8041 | 41.3760 | 39.1250 | 43.6371 | 68.9323 | 60.9484 | 63.7159 | 61.2250 | 55.4749 | 50.9695 | 71.7899 |
| 295387 | 90908.802 | 0.0 | 62.07 | 25.14 | 0.0000 | 0.2000 | 9.4421 | 4.0768 | 14.9881 | 24.6343 | 41.3760 | 38.9201 | 42.3453 | 65.5821 | 58.3888 | 63.2123 | 60.7607 | 56.9212 | 49.4775 | 68.9791 |
| 295388 | 90909.112 | 0.0 | 62.07 | 25.14 | 0.0000 | 0.1999 | 7.6724 | 3.2790 | 12.6389 | 25.1505 | 43.4604 | 37.6695 | 41.5249 | 61.5850 | 57.9460 | 63.7159 | 65.2954 | 54.7785 | 48.6628 | 67.3181 |
| 295389 | 90909.421 | 0.0 | 62.07 | 25.14 | 0.0000 | 0.2000 | 6.3318 | 2.7011 | 10.4261 | 23.9772 | 40.0465 | 37.3220 | 41.5249 | 68.9323 | 38.1529 | 62.7987 | 60.3791 | 57.2603 | 49.2201 | 69.4831 |
| 295390 | 90909.729 | 0.0 | 62.07 | 25.14 | 0.0000 | 0.2000 | 5.2065 | 2.2831 | 8.6931 | 24.3015 | 39.8441 | 34.8888 | 41.1262 | 61.5850 | 55.2214 | 58.5052 | 65.2954 | 55.0929 | 48.9146 | 68.3837 |